Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "157" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 90 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 86 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.669156 | -0.766608 | 7.434670 | -1.112053 | 63.413595 | -0.680447 | 1.985905 | 0.161435 | 0.7454 | 0.7808 | 0.2713 | 12.718860 | 18.735152 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.007428 | -0.519383 | -0.173141 | -0.579225 | -0.337419 | 1.038085 | 1.262216 | 1.183719 | 0.7200 | 0.7196 | 0.2616 | 6.357669 | 6.685399 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.246322 | -0.963225 | -0.384897 | -0.564909 | -1.136794 | -0.162949 | -1.752238 | -0.147907 | 0.0322 | 0.0342 | 0.0007 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.168490 | -0.398070 | 0.132338 | -0.898863 | 0.945259 | 0.042482 | 0.038169 | 0.189001 | 0.6526 | 0.6744 | 0.3781 | 8.281586 | 8.369830 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.860501 | -0.665670 | 1.019777 | -0.751394 | 1.855698 | 0.067160 | 0.136146 | -0.324297 | 0.6551 | 0.6739 | 0.3715 | 6.212182 | 6.348600 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.659394 | 0.048050 | 11.624673 | -0.610772 | 51.776253 | 0.034060 | 0.866231 | 0.172981 | 0.6759 | 0.6913 | 0.3051 | 8.307106 | 9.124696 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.601840 | -1.227724 | -0.308291 | -0.601888 | -0.501922 | 0.025456 | 0.547199 | 0.363574 | 0.7641 | 0.7568 | 0.2277 | 11.365715 | 11.306729 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.991025 | -0.835417 | -0.587428 | -0.675461 | 0.391450 | 0.853959 | -0.102762 | -0.846858 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 311.918935 | 311.872911 | inf | inf | 13.744170 | 12.906064 | 655.615603 | 636.091726 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.056717 | -0.140358 | 3.573063 | 1.684226 | 6.776204 | 1.617204 | 1.698042 | -0.297964 | 0.0348 | 0.0351 | 0.0010 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.085277 | -0.732960 | 2.788597 | 2.129116 | 0.250454 | 0.826178 | -0.446055 | -0.594641 | 0.5964 | 0.6168 | 0.3689 | 19.125850 | 20.586527 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.134044 | -1.158924 | 0.234895 | 0.239487 | -0.256962 | -0.556011 | -0.243680 | -0.008721 | 0.6537 | 0.6752 | 0.3912 | 4.358414 | 4.185901 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.106911 | -0.937000 | 0.504525 | 0.196580 | 0.069170 | -0.216842 | -0.264218 | -0.237673 | 0.6544 | 0.6740 | 0.3945 | 4.320464 | 3.634998 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.355416 | -1.313668 | -0.378147 | 0.453476 | -0.442391 | 0.275326 | -0.226216 | -0.551872 | 0.6579 | 0.6774 | 0.3940 | 5.375215 | 4.957588 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.070709 | -1.133693 | 0.657620 | 0.580600 | -0.668458 | -0.290945 | -0.579739 | -0.681882 | 0.6577 | 0.6774 | 0.3898 | 4.572831 | 4.257290 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.161215 | 0.348251 | -0.351717 | 0.628116 | 0.511390 | 1.983628 | 0.747366 | -1.564813 | 0.0328 | 0.0295 | 0.0016 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.740041 | -1.316868 | -0.480511 | 0.310922 | -0.329852 | 0.244505 | -0.376274 | -0.424057 | 0.6569 | 0.6774 | 0.3879 | 5.162420 | 5.136968 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.069223 | -0.736549 | -0.737100 | -0.119846 | 53.013052 | -0.139654 | 8.826813 | -0.434627 | 0.6799 | 0.7004 | 0.3912 | 8.498620 | 8.308303 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.337488 | -0.749212 | 2.844768 | -0.145123 | 36.157836 | -0.687870 | 0.745596 | -0.441746 | 0.7258 | 0.7429 | 0.3461 | 7.668613 | 8.296089 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.036932 | -0.877150 | -0.144905 | -0.268093 | 66.843385 | -0.237033 | 14.910468 | -0.623053 | 0.6724 | 0.6973 | 0.3870 | 7.006086 | 7.500165 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.672438 | -0.691788 | 0.534062 | 0.834165 | -0.244830 | -0.061464 | -0.179398 | -0.086714 | 0.6692 | 0.6920 | 0.3929 | 4.829187 | 4.576599 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.134708 | -1.044322 | -0.473515 | -0.073292 | 1.259932 | -0.439587 | 0.292229 | -0.367377 | 0.6803 | 0.7006 | 0.3888 | 5.406953 | 5.148952 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.948012 | 0.322385 | 1.051100 | 0.493000 | 220.690648 | 0.711857 | 4.499287 | -1.305351 | 0.0344 | 0.0297 | 0.0021 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.730744 | -0.940350 | 2.200052 | 0.059215 | 35.578524 | -0.638028 | 4.232938 | -0.263802 | 0.7345 | 0.7533 | 0.2629 | 5.119985 | 4.898903 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.135028 | -1.086499 | 0.709943 | 0.273453 | -0.200956 | -0.210093 | -0.116960 | -0.722400 | 0.6620 | 0.6835 | 0.4108 | 3.853968 | 3.290386 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.332701 | -0.949123 | -0.816232 | -0.285505 | 1.195322 | 1.262074 | 0.230800 | 0.192884 | 0.6763 | 0.6903 | 0.4063 | 3.155759 | 3.032530 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.726545 | -0.048403 | 6.977802 | 16.611337 | 0.041295 | 0.649686 | 1.682628 | 0.691245 | 0.6753 | 0.6848 | 0.3949 | 4.227065 | 4.004896 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.773700 | 1.990283 | -1.924343 | 1.155601 | -2.611021 | 0.115558 | -0.675345 | -1.426448 | 0.6663 | 0.6685 | 0.3983 | 3.158813 | 2.889750 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.276110 | 3.681805 | 2.404120 | 2.325571 | 1.324515 | 1.100817 | -2.361404 | -2.503332 | 0.6502 | 0.6707 | 0.3846 | 2.963306 | 2.659174 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.244730 | 0.567405 | 0.080434 | 0.120808 | -0.711887 | -0.681339 | -1.220080 | -1.474927 | 0.6621 | 0.6833 | 0.4007 | 3.598251 | 3.288181 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.405784 | -1.371354 | -1.287384 | -1.132325 | -0.625083 | -0.534298 | 0.049714 | -0.307685 | 0.6728 | 0.6921 | 0.3959 | 3.335399 | 2.942143 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0309 | 0.0279 | 0.0010 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.060609 | -0.749636 | 1.107195 | 0.236487 | 1.686571 | 0.013296 | 0.140176 | -0.133849 | 0.6730 | 0.6893 | 0.3968 | 4.284907 | 3.756776 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6801 | 0.6953 | 0.4049 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6493 | 0.6790 | 0.4022 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.025160 | -0.468918 | 10.741749 | 1.488035 | 75.074552 | 0.733751 | 4.574081 | -0.552690 | 0.6727 | 0.6974 | 0.3990 | 8.470090 | 7.426330 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.353635 | -0.849256 | -1.779299 | -1.192540 | -1.342902 | -0.748871 | 0.103119 | 0.055434 | 0.6778 | 0.6967 | 0.3984 | 3.979542 | 3.424621 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0420 | 0.0402 | 0.0009 | nan | nan |
| 2459549 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.667070 | -0.716507 | 1.601613 | 0.520599 | -0.346035 | -0.099159 | -0.122982 | -0.455456 | 0.6632 | 0.6828 | 0.4202 | 3.777532 | 3.609827 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.000731 | -1.126142 | 0.584230 | -1.019289 | 1.202086 | 0.732709 | -0.050087 | -0.059003 | 0.7252 | 0.7307 | 0.3728 | 3.725848 | 3.197925 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.397771 | -0.758182 | -1.862705 | -1.021756 | -0.864519 | -0.968623 | -0.319735 | -0.489031 | 0.7324 | 0.7350 | 0.3567 | 3.666622 | 3.188497 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.052093 | -0.740131 | -1.660250 | -0.968023 | -1.807427 | -0.527440 | 0.036221 | -0.251222 | 0.7731 | 0.7608 | 0.3733 | 4.391640 | 3.568564 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.005448 | -0.629433 | -1.588880 | -0.991912 | -1.088594 | -0.706573 | 0.269199 | -0.297873 | 0.7632 | 0.7532 | 0.3609 | 9.924481 | 8.467830 |
| 2459533 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.996470 | -0.558689 | 2.359271 | 0.675962 | -0.057093 | -0.077909 | 0.838834 | -0.098837 | 0.6993 | 0.7136 | 0.4073 | 4.004054 | 3.368173 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.500448 | -0.524367 | 3.157815 | 0.670178 | 0.621556 | 0.050574 | -0.314056 | -0.631324 | 0.7005 | 0.7148 | 0.4072 | 4.613610 | 3.625703 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.482085 | 0.331312 | 1.048947 | -0.079686 | 1.223563 | 3.437401 | 6.048146 | -0.702674 | 0.0337 | 0.0315 | 0.0028 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.519728 | -1.047986 | 0.709843 | 0.123321 | -0.010506 | 0.293751 | 2.127638 | -0.531399 | 0.9018 | 0.9329 | 0.2088 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.124872 | -0.759893 | 6.358268 | 0.006193 | -0.161884 | 0.999502 | 4.792788 | 0.469025 | 0.0655 | 0.0739 | 0.0029 | 1.060624 | 1.079549 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.422570 | -0.675188 | 0.281586 | 1.082693 | 0.942079 | 0.666861 | 1.873758 | -0.361099 | 0.8704 | 0.8620 | 0.4477 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.506363 | -0.888734 | -0.614737 | 1.096170 | -0.760063 | 0.415954 | 0.673341 | -1.032473 | 0.0930 | 0.1010 | 0.0071 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.002313 | -0.676157 | -0.520347 | 0.690612 | -0.120718 | 0.898253 | 0.336425 | -0.937115 | 0.0820 | 0.0987 | 0.0062 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.427015 | -0.873891 | -0.216273 | 0.754302 | 0.159516 | 1.462227 | 1.592187 | -0.381986 | 0.0882 | 0.1134 | 0.0057 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.542149 | -0.499404 | -0.590956 | 0.856493 | -0.129563 | 0.717898 | 1.845335 | -0.682467 | 0.0856 | 0.1022 | 0.0077 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.340279 | -0.463637 | -0.654401 | 1.018368 | 0.162931 | 1.903257 | 0.680099 | -0.507363 | 0.0964 | 0.1059 | 0.0086 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.231847 | -0.808237 | -0.403258 | 0.800137 | 0.490467 | 1.507135 | 0.677329 | -0.656870 | 0.1035 | 0.1201 | 0.0085 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.048739 | -0.615692 | -0.194077 | 0.717127 | 0.557291 | 1.761953 | 0.628277 | -0.754485 | 0.0952 | 0.1164 | 0.0082 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.013280 | -0.712013 | -0.084446 | 0.660501 | 1.373557 | 1.532379 | 2.401972 | -0.267711 | 0.0943 | 0.1156 | 0.0076 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.264776 | -0.300612 | -1.118129 | 0.939702 | -0.319163 | -0.070692 | 4.753738 | 0.008684 | 0.0769 | 0.0861 | 0.0059 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.386959 | -0.192385 | -0.817802 | 0.742525 | -0.635870 | -0.151917 | 0.296781 | 0.831514 | 0.0877 | 0.0885 | 0.0050 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.066404 | -0.854121 | -0.220296 | 0.949016 | 4.175305 | 0.177818 | 1.954527 | -0.341407 | 0.7355 | 0.8028 | 0.3597 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.361329 | -0.590143 | 12.699576 | 0.876140 | 53.979541 | 1.103368 | 4.728186 | -0.444487 | 0.7501 | 0.8093 | 0.3122 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.388630 | -0.087034 | 4.311357 | 0.953997 | 4.689486 | -0.028335 | -0.802069 | -0.621350 | 0.7558 | 0.8109 | 0.3392 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 3.674229 | -0.199388 | -0.192238 | 1.473336 | -1.076898 | 2.070277 | -0.043743 | 3.674229 | 2.152174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 3.092946 | 0.097262 | -0.421937 | 2.708328 | -0.548420 | 3.092946 | -0.179003 | 0.530306 | 0.068145 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 166.353682 | 1.767737 | -0.677331 | 8.237203 | -0.718850 | 166.353682 | 1.193304 | 14.161423 | 0.336387 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 6.172550 | -0.048921 | -0.282558 | 0.892961 | -0.752561 | 6.172550 | -0.058642 | 1.559490 | 0.842167 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Discontinuties | 0.724642 | -0.613420 | -0.432075 | -0.932396 | -0.025081 | -0.216434 | -0.625978 | 0.724642 | 0.394098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.516183 | -0.335709 | -0.379122 | -1.059852 | 0.055592 | -0.051713 | -0.765896 | 0.448386 | 0.516183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.410976 | -0.096830 | -0.842104 | -0.778619 | -0.227888 | -0.642046 | -0.508535 | 0.309310 | 0.410976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | 0.699294 | 0.699294 | -0.678533 | -0.600836 | -1.484886 | -1.253177 | -0.577646 | -1.604684 | -0.192353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 32.678744 | 0.030914 | -0.698514 | 1.526501 | -0.745029 | 32.678744 | 0.701503 | 2.602827 | 0.106438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | -0.025533 | -0.862701 | -0.729031 | -0.297678 | -0.829121 | -0.344608 | -0.350412 | -0.025533 | -0.149396 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.627643 | -0.768974 | -1.375150 | -0.721909 | -0.126391 | -0.227772 | -0.940312 | 0.465208 | 0.627643 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.704872 | -1.339416 | -0.589140 | -0.184104 | -0.711413 | 0.039111 | -0.117975 | 0.704872 | -0.020505 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.390898 | -0.842422 | -1.275347 | -0.702503 | 0.585067 | -0.467507 | 0.149777 | 0.657302 | 1.390898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 8.737545 | -0.863977 | -0.863860 | -0.622670 | 2.509978 | 0.199292 | 1.336588 | 0.137034 | 8.737545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 12.510367 | -0.650847 | 2.040774 | -0.649316 | 12.510367 | -0.353904 | 11.400579 | 0.092714 | 11.544316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 63.413595 | 0.669156 | -0.766608 | 7.434670 | -1.112053 | 63.413595 | -0.680447 | 1.985905 | 0.161435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.262216 | -1.007428 | -0.519383 | -0.173141 | -0.579225 | -0.337419 | 1.038085 | 1.262216 | 1.183719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | 0.246322 | -0.963225 | 0.246322 | -0.564909 | -0.384897 | -0.162949 | -1.136794 | -0.147907 | -1.752238 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 0.945259 | -0.398070 | -1.168490 | -0.898863 | 0.132338 | 0.042482 | 0.945259 | 0.189001 | 0.038169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 1.855698 | -0.860501 | -0.665670 | 1.019777 | -0.751394 | 1.855698 | 0.067160 | 0.136146 | -0.324297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 51.776253 | 0.048050 | 1.659394 | -0.610772 | 11.624673 | 0.034060 | 51.776253 | 0.172981 | 0.866231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.547199 | -0.601840 | -1.227724 | -0.308291 | -0.601888 | -0.501922 | 0.025456 | 0.547199 | 0.363574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 0.853959 | -0.835417 | -0.991025 | -0.675461 | -0.587428 | 0.853959 | 0.391450 | -0.846858 | -0.102762 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | inf | 311.918935 | 311.872911 | inf | inf | 13.744170 | 12.906064 | 655.615603 | 636.091726 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 6.776204 | 6.056717 | -0.140358 | 3.573063 | 1.684226 | 6.776204 | 1.617204 | 1.698042 | -0.297964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 2.788597 | 0.085277 | -0.732960 | 2.788597 | 2.129116 | 0.250454 | 0.826178 | -0.446055 | -0.594641 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 0.239487 | -1.134044 | -1.158924 | 0.234895 | 0.239487 | -0.256962 | -0.556011 | -0.243680 | -0.008721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 0.504525 | -0.937000 | -1.106911 | 0.196580 | 0.504525 | -0.216842 | 0.069170 | -0.237673 | -0.264218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 0.453476 | -1.355416 | -1.313668 | -0.378147 | 0.453476 | -0.442391 | 0.275326 | -0.226216 | -0.551872 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 0.657620 | -1.133693 | -1.070709 | 0.580600 | 0.657620 | -0.290945 | -0.668458 | -0.681882 | -0.579739 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 1.983628 | -0.161215 | 0.348251 | -0.351717 | 0.628116 | 0.511390 | 1.983628 | 0.747366 | -1.564813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 0.310922 | -1.316868 | -1.740041 | 0.310922 | -0.480511 | 0.244505 | -0.329852 | -0.424057 | -0.376274 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 53.013052 | -0.736549 | -1.069223 | -0.119846 | -0.737100 | -0.139654 | 53.013052 | -0.434627 | 8.826813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 36.157836 | -0.749212 | 0.337488 | -0.145123 | 2.844768 | -0.687870 | 36.157836 | -0.441746 | 0.745596 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 66.843385 | -1.036932 | -0.877150 | -0.144905 | -0.268093 | 66.843385 | -0.237033 | 14.910468 | -0.623053 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 0.834165 | -0.691788 | -0.672438 | 0.834165 | 0.534062 | -0.061464 | -0.244830 | -0.086714 | -0.179398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 1.259932 | -1.044322 | -1.134708 | -0.073292 | -0.473515 | -0.439587 | 1.259932 | -0.367377 | 0.292229 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 220.690648 | 0.322385 | 0.948012 | 0.493000 | 1.051100 | 0.711857 | 220.690648 | -1.305351 | 4.499287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 35.578524 | -0.940350 | -0.730744 | 0.059215 | 2.200052 | -0.638028 | 35.578524 | -0.263802 | 4.232938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 0.709943 | -1.086499 | -1.135028 | 0.273453 | 0.709943 | -0.210093 | -0.200956 | -0.722400 | -0.116960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 1.033557 | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 1.262074 | -0.332701 | -0.949123 | -0.816232 | -0.285505 | 1.195322 | 1.262074 | 0.230800 | 0.192884 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 16.611337 | 0.726545 | -0.048403 | 6.977802 | 16.611337 | 0.041295 | 0.649686 | 1.682628 | 0.691245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | 1.990283 | -1.773700 | 1.990283 | -1.924343 | 1.155601 | -2.611021 | 0.115558 | -0.675345 | -1.426448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | 3.681805 | 3.276110 | 3.681805 | 2.404120 | 2.325571 | 1.324515 | 1.100817 | -2.361404 | -2.503332 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | 0.567405 | 0.244730 | 0.567405 | 0.080434 | 0.120808 | -0.711887 | -0.681339 | -1.220080 | -1.474927 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.049714 | -1.405784 | -1.371354 | -1.287384 | -1.132325 | -0.625083 | -0.534298 | 0.049714 | -0.307685 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 1.686571 | -0.749636 | -1.060609 | 0.236487 | 1.107195 | 0.013296 | 1.686571 | -0.133849 | 0.140176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 75.074552 | -0.468918 | 4.025160 | 1.488035 | 10.741749 | 0.733751 | 75.074552 | -0.552690 | 4.574081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.103119 | -0.849256 | -1.353635 | -1.192540 | -1.779299 | -0.748871 | -1.342902 | 0.055434 | 0.103119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 1.601613 | -0.667070 | -0.716507 | 1.601613 | 0.520599 | -0.346035 | -0.099159 | -0.122982 | -0.455456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 1.202086 | -1.126142 | -1.000731 | -1.019289 | 0.584230 | 0.732709 | 1.202086 | -0.059003 | -0.050087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | -0.319735 | -0.758182 | -1.397771 | -1.021756 | -1.862705 | -0.968623 | -0.864519 | -0.489031 | -0.319735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.036221 | -1.052093 | -0.740131 | -1.660250 | -0.968023 | -1.807427 | -0.527440 | 0.036221 | -0.251222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 0.269199 | -0.629433 | -1.005448 | -0.991912 | -1.588880 | -0.706573 | -1.088594 | -0.297873 | 0.269199 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 2.359271 | -0.996470 | -0.558689 | 2.359271 | 0.675962 | -0.057093 | -0.077909 | 0.838834 | -0.098837 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 3.157815 | -0.500448 | -0.524367 | 3.157815 | 0.670178 | 0.621556 | 0.050574 | -0.314056 | -0.631324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 6.048146 | 0.331312 | 1.482085 | -0.079686 | 1.048947 | 3.437401 | 1.223563 | -0.702674 | 6.048146 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.127638 | -1.047986 | 0.519728 | 0.123321 | 0.709843 | 0.293751 | -0.010506 | -0.531399 | 2.127638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 9.371668 | 0.828197 | -1.098582 | 1.727212 | 0.357288 | 1.522346 | -0.066368 | 9.371668 | 0.332320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Power | 6.358268 | -0.759893 | 1.124872 | 0.006193 | 6.358268 | 0.999502 | -0.161884 | 0.469025 | 4.792788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.873758 | 0.422570 | -0.675188 | 0.281586 | 1.082693 | 0.942079 | 0.666861 | 1.873758 | -0.361099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Power | 1.096170 | -0.506363 | -0.888734 | -0.614737 | 1.096170 | -0.760063 | 0.415954 | 0.673341 | -1.032473 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 0.898253 | -0.002313 | -0.676157 | -0.520347 | 0.690612 | -0.120718 | 0.898253 | 0.336425 | -0.937115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.592187 | -0.873891 | 0.427015 | 0.754302 | -0.216273 | 1.462227 | 0.159516 | -0.381986 | 1.592187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.845335 | -0.542149 | -0.499404 | -0.590956 | 0.856493 | -0.129563 | 0.717898 | 1.845335 | -0.682467 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 1.903257 | -0.463637 | -0.340279 | 1.018368 | -0.654401 | 1.903257 | 0.162931 | -0.507363 | 0.680099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 1.507135 | -0.231847 | -0.808237 | -0.403258 | 0.800137 | 0.490467 | 1.507135 | 0.677329 | -0.656870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Variability | 1.761953 | 0.048739 | -0.615692 | -0.194077 | 0.717127 | 0.557291 | 1.761953 | 0.628277 | -0.754485 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.401972 | -0.712013 | -0.013280 | 0.660501 | -0.084446 | 1.532379 | 1.373557 | -0.267711 | 2.401972 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Discontinuties | 4.753738 | -0.300612 | -1.264776 | 0.939702 | -1.118129 | -0.070692 | -0.319163 | 0.008684 | 4.753738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | nn Temporal Discontinuties | 0.831514 | -1.386959 | -0.192385 | -0.817802 | 0.742525 | -0.635870 | -0.151917 | 0.296781 | 0.831514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 4.175305 | -0.854121 | -1.066404 | 0.949016 | -0.220296 | 0.177818 | 4.175305 | -0.341407 | 1.954527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 53.979541 | 4.361329 | -0.590143 | 12.699576 | 0.876140 | 53.979541 | 1.103368 | 4.728186 | -0.444487 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 12 | RF_maintenance | ee Temporal Variability | 4.689486 | 0.388630 | -0.087034 | 4.311357 | 0.953997 | 4.689486 | -0.028335 | -0.802069 | -0.621350 |